{"id":"W2919547544","doi":"10.1186/s12888-019-2024-8","title":"More than depression: a multi-dimensional assessment of postpartum distress symptoms before and after a residential early parenting program","year":2019,"lang":"en","type":"article","venue":"BMC Psychiatry","topic":"Maternal Mental Health During Pregnancy and Postpartum","field":"Medicine","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Sleep & Circadian Network","funders":"National Health and Medical Research Council; Department of Education and Training; Faculty of Medicine, Nursing and Health Sciences, Monash University; Monash University; Medical Research Council; Australian Government","keywords":"Irritability; Anxiety; Distress; Clinical psychology; Psychiatry; Depression (economics); Insomnia; Medicine; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006023849,0.0002766254,0.000305625,0.0004722328,0.0003457562,0.000346236,0.0002508787,0.0002674604,0.0009319839],"category_scores_gemma":[0.001503319,0.0001912837,0.0003707715,0.0003217839,0.0001184232,0.0002350847,0.0004396876,0.0004201991,0.0001177155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003668441,"about_ca_system_score_gemma":0.0002135973,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00140606,"about_ca_topic_score_gemma":0.003813416,"domain_scores_codex":[0.9996396,0.0001226962,0.00005750769,0.00003766214,0.00008149176,0.00006091867],"domain_scores_gemma":[0.999471,0.00005287969,0.0002243116,0.00001662937,0.00007610523,0.0001589863],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005901367,0.0007105785,0.9676232,0.00009274972,0.00009885961,0.0001824463,0.0007557278,0.00009685323,0.001478684,0.00001209444,0.0004224606,0.02793627],"study_design_scores_gemma":[0.00001097757,0.0005365539,0.9988611,0.000007053301,0.00001324468,0.00008331671,0.0002185444,0.00007221857,0.0001039712,0.000005824711,0.00008392245,0.000003325963],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992449,0.0001250899,0.00006316786,0.00003740491,0.000004787563,0.00007146689,0.0001337594,0.000005618059,0.0003138737],"genre_scores_gemma":[0.9988262,0.0001505076,0.0003569294,0.0000259493,0.000008625841,0.00009618339,0.0002273847,0.000001091068,0.0003071655],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00140606,"threshold_uncertainty_score":0.003185749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009833099031422305,"score_gpt":0.3173113184977996,"score_spread":0.3074782194663773,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}